GLCM texture feature reduction for eeg spectrogram image using PCA

Proceeding, 2010 IEEE Student Conference on Research and Development - Engineering: Innovation and Beyond, SCOReD 2010

Volumn , Issue , 2010, Pages 426-429

  Mustafa, Mahfuzah ^a,b   Taib, Mohd Nasir ^b   Murat, Zunairah Hj ^b   Lias, Sahrim ^b  

^a UNIVERSITY MALAYSIA PAHANG   (Malaysia)

^b UNIVERSITI TEKNOLOGI MARA   (Malaysia)

Author keywords

EEG; GLCM; PCA; Spectrogram image; Texture feature

Indexed keywords

EEG; GLCM; PCA; SPECTROGRAMS; TEXTURE FEATURE;

ELECTROENCEPHALOGRAPHY; ELECTROPHYSIOLOGY; ENGINEERING RESEARCH; INNOVATION; SPECTROGRAPHS; TEXTURES;

PRINCIPAL COMPONENT ANALYSIS;

EID: 79951985205     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/SCORED.2010.5704047     Document Type: Conference Paper

References (7)

1. P.Durka, "Time-frequency analyses of EEG," WARSAW UNIVERSITY, 1996.
2. Y. Goren, L. Davrath, I. Pinhas, E. Toledo, and S. Akselrod, "Individual time-dependent spectral boundaries for improved accuracy in time-frequency analysis of heart rate variability," IEEE Transactions on Biomedical Engineering, vol. 53, pp. 35-42, 2006.
3. M. Saad, M. Nor, F. Bustami, and R. Ngadiran, "Classification of Heart Abnormalities Using Artificial Neural Network," Journal of Applied Sciences, vol. 7, pp. 820-825, 2007.
4. A.-A. Mohammad, B. Khosrow, J. R. Burk, E. A. Lucas, and M. Manry, "A New Method to Detect Obstructive Sleep Apnea Using Fuzzy Classification of Time-Frequency Plots of the Heart Rate Variability," in Engineering in Medicine and Biology Society, 2006. EMBS '06. 28th Annual International Conference of the IEEE, 2006, pp. 6493-6496.
5. R. M. Haralick, K. Shanmugam, and I. Dinstein, Textural Features of Image Classification, IEEE Transactions on Systems, Man and Cybernetics,vol. SMC-3, no. 6, Nov. 1973
6. L. Soh and C. Tsatsoulis, Texture Analysis of SAR Sea Ice Imagery Using Gray Level Co-Occurrence Matrices, IEEE Transactions on Geoscience and Remote Sensing, vol. 37, no. 2, March 1999.
7. H. Murray, A. Lucieer, and R. Williams, "Texture-based classification of sub-Antarctic vegetation communities on Heard Island," International Journal of Applied Earth Observation and Geoinformation, vol. 12, pp. 138-149,2010.